{"id":"W4294385377","doi":"10.1101/2022.09.02.506244","title":"Parity modulates impact of BMI and Gestational Weight Gain on gut microbiota in human pregnancy","year":2022,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute; McMaster University Medical Centre","funders":"Canada Research Chairs; Deutsche Forschungsgemeinschaft","keywords":"Pregnancy; Microbiome; Parity (physics); Fetus; Gut microbiome; Gut flora; Physiology; Obstetrics; Gestational age; Gestation; Biology; Medicine; Immunology; Bioinformatics; Genetics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000633474,0.0001685127,0.0002763404,0.0002029211,0.0002369066,0.0005688475,0.0001316594,0.0003147862,0.002913915],"category_scores_gemma":[0.002631263,0.0001775292,0.0002335499,0.0004040162,0.0002317925,0.0002397198,0.0005134619,0.0004767022,0.0004126126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002018146,"about_ca_system_score_gemma":0.0003298928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001987148,"about_ca_topic_score_gemma":0.001835461,"domain_scores_codex":[0.9996315,0.0001656487,0.00001609167,0.00007976797,0.00005544072,0.00005149367],"domain_scores_gemma":[0.9996098,0.0001161383,0.0001159482,0.00006152834,0.0000514737,0.00004516581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004694725,0.0001990575,0.8068603,0.0004616672,0.0003540718,0.0006457526,0.001423697,0.0004356852,0.1041426,0.0009816163,0.002849493,0.07695141],"study_design_scores_gemma":[0.00001952703,0.0003549209,0.9892666,0.00007048996,0.00008655221,0.0004810977,0.0003552534,0.0004397023,0.004959636,0.0008456514,0.003102452,0.00001815825],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879993,0.004114807,0.002321522,0.0006256996,0.0001085853,0.00002507292,0.002401639,0.0000368824,0.002366493],"genre_scores_gemma":[0.9956011,0.001100143,0.001262964,0.0002040832,0.00001960514,0.00004988914,0.0006077965,0.00002119011,0.001133375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002913915,"threshold_uncertainty_score":0.009748042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01217071817812141,"score_gpt":0.2624778287609178,"score_spread":0.2503071105827964,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}